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Table 4 Tenfold cross validation of three kinds of algorithms for Kd feature subset

From: Quantitative prediction model for affinity of drug–target interactions based on molecular vibrations and overall system of ligand-receptor

Model (Kd)

R2

MSE

RMSE

MAE

SSE

Train

Test

Train

Test

Train

Test

Train

Test

Train

Test

SVM

0.9099

0.5083

0.1254

0.7290

0.3541

0.8538

0.2116

0.6406

1230

808.4

RF

0.9425

0.9485

0.1208

0.1191

0.3476

0.3451

0.2640

0.2594

1204

132.1

ANN

0.5857

0.2961

0.5612

1.0190

0.7491

1.0095

0.5792

0.7390

5593

1130